High dimensionality in catalysis refers to the complexity associated with the numerous variables that can influence catalytic reactions. These variables may include temperature, pressure, reactant concentrations, catalyst composition, and structural properties, amongst others. Understanding and optimizing these variables can be challenging but is crucial for developing efficient catalytic processes.